{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f16b37342b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f16b1bf72b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f16b1db0390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f16b1dbb1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f16b1db0198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "\n",
    "\n",
    "def plot_loss(file_name):\n",
    "    train_loss = []   # This is actually psnr\n",
    "    val_loss = []     # This is actually loss\n",
    "    train_loss_G = []\n",
    "    train_loss_D = []\n",
    "    counter = 0\n",
    "    print(\"here\")\n",
    "    with open(file_name) as txtfile:\n",
    "        for row in txtfile:\n",
    "            row = row.strip()\n",
    "            row = row.split(\" \")\n",
    "            if len(row) >= 16:\n",
    "#                 print(row[11:])\n",
    "#                 print(row[12]) # gloss\n",
    "#                 print(row[15]) # dloss\n",
    "                train_loss_G.append(row[12])\n",
    "                train_loss_D.append(row[15])\n",
    "#             if counter < 365:\n",
    "#                 counter += 1\n",
    "#                 continue\n",
    "#             curt_row = row.split(' ')\n",
    "#             if len(curt_row) >= 0 : \n",
    "# #                 print (curt_row[-5])\n",
    "#                 if curt_row[3] == 'Train' and curt_row[-5] == 'g_loss:':\n",
    "# #                     print(curt_row[-4])\n",
    "#                     train_loss_G.append(float(curt_row[-4]))\n",
    "# #                     print(curt_row[15])\n",
    "#                     train_loss_D.append(float(curt_row[15]))\n",
    "\n",
    "                    \n",
    "#     print (train_loss)\n",
    "#     train_loss = train_loss[2:]\n",
    "#     train_loss_D = train_loss_D[:20]\n",
    "#     train_loss_new_D = []\n",
    "#     for i in range(len((train_loss_D)) - 1):\n",
    "#         train_loss_new_D.append(train_loss_D[i])\n",
    "#         train_loss_new_D.append((0.75 * train_loss_D[i] + 0.25 * train_loss_D[i+1]))\n",
    "#         train_loss_new_D.append((train_loss_D[i] + train_loss_D[i+1]) / 2)\n",
    "#         train_loss_new_D.append((0.25 * train_loss_D[i] + 0.75 * train_loss_D[i+1]))\n",
    "\n",
    "#     val_loss = val_loss[:]\n",
    "    plt.figure()\n",
    "    plt.plot(train_loss_G[:100])\n",
    "    plt.plot(train_loss_D[:100])\n",
    "    plt.show()\n",
    "    plt.figure()\n",
    "    plt.plot(train_loss_G[:])\n",
    "    plt.plot(train_loss_D[:])\n",
    "    plt.show()\n",
    "\n",
    "# cgan = './cgan_model/train.log'\n",
    "gan = './gan_model/train.log'\n",
    "# gan_mse = './gan_mse_model/train.log'\n",
    "gan_ssim = './gan_ssim_model/train.log'\n",
    "# gan_notv = './gan_notv_model/train.log'\n",
    "\n",
    "\n",
    "# plot_loss(cgan)\n",
    "plot_loss(gan)\n",
    "# plot_loss(gan_mse)\n",
    "plot_loss(gan_ssim)\n",
    "# plot_loss(gan_notv)\n",
    "\n",
    "\n",
    "# plt.plot(val_loss)\n",
    "plt.legend(['train_loss_G','train_loss_D'])\n",
    "plt.xlabel('Number of epochs')\n",
    "plt.ylabel('Loss(MSE)')\n",
    "plt.title('Loss vs Num of Epochs')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5256.681\n",
      "5206.057\n",
      "4923.144\n",
      "5163.270\n",
      "4553.335\n",
      "5121.034\n",
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      "150.675\n",
      "157.696\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f16b182e4a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "\n",
    "\n",
    "def plot_loss(file_name):\n",
    "    train_loss = []   # This is actually psnr\n",
    "    val_loss = []     # This is actually loss\n",
    "    train_loss_G = []\n",
    "    train_loss_D = []\n",
    "    counter = 0\n",
    "    with open(file_name) as txtfile:\n",
    "        for row in txtfile:\n",
    "            row = row.strip()\n",
    "            row = row.split(\" \")\n",
    "            if row[3] == \"Train\":\n",
    "                print(row[-1])\n",
    "                train_loss.append(row[-1])\n",
    "            elif row[3] == \"Eval\":\n",
    "                print(row[-1])\n",
    "                val_loss.append(row[-1])\n",
    "#                 if len(row) >= 100:\n",
    "#                     print(row[:])\n",
    "#                     print(row[12]) # gloss\n",
    "#                     print(row[15]) # dloss\n",
    "    #                 train_loss_G.append(row[12])\n",
    "    #                 train_loss_D.append(row[15])\n",
    "        \n",
    "    plt.figure()\n",
    "    plt.plot(train_loss[-85:])\n",
    "    plt.plot(val_loss[-85:])\n",
    "    plt.show()\n",
    "#     plt.figure()\n",
    "#     plt.plot(train_loss[:])\n",
    "#     plt.plot(val_loss[:])\n",
    "#     plt.show()\n",
    "\n",
    "# cgan = './cgan_model/train.log'\n",
    "gan = './gan_model/loss.txt'\n",
    "# gan_mse = './gan_mse_model/train.log'\n",
    "gan_ssim = './gan_ssim_model/train.log'\n",
    "gan_notv = './gan_notv_model/train.log'\n",
    "\n",
    "\n",
    "# plot_loss(cgan)\n",
    "plot_loss(gan)\n",
    "# plot_loss(gan_mse)\n",
    "# plot_loss(gan_ssim)\n",
    "# plot_loss(gan_notv)\n",
    "\n",
    "\n",
    "# plt.plot(val_loss)\n",
    "# plt.legend(['train_loss_G','train_loss_D'])\n",
    "# plt.xlabel('Number of epochs')\n",
    "# plt.ylabel('Loss(MSE)')\n",
    "# plt.title('Loss vs Num of Epochs')\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
